Pandas Profiling Report

Dataset statistics

Number of variables	28
Number of observations	1628
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1016.2 KiB
Average record size in memory	639.2 B

Variable types

NUM	15
CAT	11
BOOL	2

Reproduction

Analysis started	2020-06-14 15:52:45.633643
Analysis finished	2020-06-14 15:53:32.372387
Duration	46.74 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`Behaviour` has constant value "1"	Constant
`JobRole` is highly correlated with `Department`	High correlation
`Department` is highly correlated with `JobRole`	High correlation
`Id` has unique values	Unique
`NumCompaniesWorked` has 198 (12.2%) zeros	Zeros
`TrainingTimesLastYear` has 74 (4.5%) zeros	Zeros
`YearsAtCompany` has 73 (4.5%) zeros	Zeros
`YearsInCurrentRole` has 361 (22.2%) zeros	Zeros
`YearsSinceLastPromotion` has 696 (42.8%) zeros	Zeros
`YearsWithCurrManager` has 414 (25.4%) zeros	Zeros

Id
Real number (ℝ_≥0)

UNIQUE

Distinct count	1628
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	814.5
Minimum	1
Maximum	1628
Zeros	0
Zeros (%)	0.0%
Memory size	12.8 KiB

Quantile statistics

Minimum	1
5-th percentile	82.35
Q1	407.75
median	814.5
Q3	1221.25
95-th percentile	1546.65
Maximum	1628
Range	1627
Interquartile range (IQR)	813.5

Descriptive statistics

Standard deviation	470.1074345
Coefficient of variation (CV)	0.577173032
Kurtosis	-1.2
Mean	814.5
Median Absolute Deviation (MAD)	407
Skewness	0
Sum	1326006
Variance	221001

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1627	1	0.1%
1092	1	0.1%
1072	1	0.1%
1074	1	0.1%
1076	1	0.1%
1078	1	0.1%
1080	1	0.1%
1082	1	0.1%
1084	1	0.1%
1086	1	0.1%
1088	1	0.1%
1090	1	0.1%
1094	1	0.1%
1118	1	0.1%
1096	1	0.1%
1098	1	0.1%
1100	1	0.1%
1102	1	0.1%
1104	1	0.1%
1106	1	0.1%
1108	1	0.1%
1110	1	0.1%
1112	1	0.1%
1114	1	0.1%
1070	1	0.1%
Other values (1603)	1603	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%
10	1	0.1%

Value	Count	Frequency (%)
1628	1	0.1%
1627	1	0.1%
1626	1	0.1%
1625	1	0.1%
1624	1	0.1%
1623	1	0.1%
1622	1	0.1%
1621	1	0.1%
1620	1	0.1%
1619	1	0.1%

Age
Real number (ℝ_≥0)

Distinct count	43
Unique (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	35.6455773955774
Minimum	18
Maximum	60
Zeros	0
Zeros (%)	0.0%
Memory size	12.8 KiB

Quantile statistics

Minimum	18
5-th percentile	21
Q1	29
median	34
Q3	42
95-th percentile	53
Maximum	60
Range	42
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.481794355
Coefficient of variation (CV)	0.2660019853
Kurtosis	-0.4843929692
Mean	35.6455774
Median Absolute Deviation (MAD)	6
Skewness	0.4315411626
Sum	58031
Variance	89.90442419

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
31	92	5.7%
29	85	5.2%
35	80	4.9%
34	73	4.5%
30	70	4.3%
26	68	4.2%
32	65	4.0%
33	60	3.7%
28	58	3.6%
36	55	3.4%
37	53	3.3%
40	52	3.2%
41	52	3.2%
25	47	2.9%
38	47	2.9%
24	46	2.8%
27	42	2.6%
39	41	2.5%
46	40	2.5%
42	38	2.3%
45	37	2.3%
50	36	2.2%
44	34	2.1%
47	31	1.9%
21	30	1.8%
Other values (18)	296	18.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	13	0.8%
19	23	1.4%
20	27	1.7%
21	30	1.8%
22	13	0.8%
23	16	1.0%
24	46	2.8%
25	47	2.9%
26	68	4.2%
27	42	2.6%

Value	Count	Frequency (%)
60	3	0.2%
59	8	0.5%
58	15	0.9%
57	3	0.2%
56	9	0.6%
55	29	1.8%
54	11	0.7%
53	22	1.4%
52	16	1.0%
51	22	1.4%

BusinessTravel
Categorical

Distinct count	3
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

Travel_Rarely	1105
Travel_Frequently	403
Non-Travel	120

Value	Count	Frequency (%)
Travel_Rarely	1105	67.9%
Travel_Frequently	403	24.8%
Non-Travel	120	7.4%

Length

Max length	17
Median length	13
Mean length	13.76904177
Min length	10

Overview of Unicode Properties

Unique unicode characters	17
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	3539	15.8%
r	3136	14.0%
l	3136	14.0%
a	2733	12.2%
T	1628	7.3%
v	1628	7.3%
_	1508	6.7%
y	1508	6.7%
R	1105	4.9%
n	523	2.3%
F	403	1.8%
q	403	1.8%
u	403	1.8%
t	403	1.8%
N	120	0.5%
o	120	0.5%
-	120	0.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	17532	78.2%
Uppercase Letter	3256	14.5%
Connector Punctuation	1508	6.7%
Dash Punctuation	120	0.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
T	1628	50.0%
R	1105	33.9%
F	403	12.4%
N	120	3.7%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	3539	20.2%
r	3136	17.9%
l	3136	17.9%
a	2733	15.6%
v	1628	9.3%
y	1508	8.6%
n	523	3.0%
q	403	2.3%
u	403	2.3%
t	403	2.3%
o	120	0.7%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	120	100.0%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	1508	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	20788	92.7%
Common	1628	7.3%

Most frequent Latin characters

Value	Count	Frequency (%)
e	3539	17.0%
r	3136	15.1%
l	3136	15.1%
a	2733	13.1%
T	1628	7.8%
v	1628	7.8%
y	1508	7.3%
R	1105	5.3%
n	523	2.5%
F	403	1.9%
q	403	1.9%
u	403	1.9%
t	403	1.9%
N	120	0.6%
o	120	0.6%

Most frequent Common characters

Value	Count	Frequency (%)
_	1508	92.6%
-	120	7.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22416	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	3539	15.8%
r	3136	14.0%
l	3136	14.0%
a	2733	12.2%
T	1628	7.3%
v	1628	7.3%
_	1508	6.7%
y	1508	6.7%
R	1105	4.9%
n	523	2.3%
F	403	1.8%
q	403	1.8%
u	403	1.8%
t	403	1.8%
N	120	0.5%
o	120	0.5%
-	120	0.5%

Department
Categorical

HIGH CORRELATION

Distinct count	3
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

Research & Development	979
Sales	568
Human Resources	81

Value	Count	Frequency (%)
Research & Development	979	60.1%
Sales	568	34.9%
Human Resources	81	5.0%

Length

Max length	22
Median length	22
Mean length	15.72051597
Min length	5

Overview of Unicode Properties

Unique unicode characters	20
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	5625	22.0%
	2039	8.0%
s	1709	6.7%
a	1628	6.4%
l	1547	6.0%
R	1060	4.1%
r	1060	4.1%
c	1060	4.1%
o	1060	4.1%
m	1060	4.1%
n	1060	4.1%
h	979	3.8%
&	979	3.8%
D	979	3.8%
v	979	3.8%
p	979	3.8%
t	979	3.8%
S	568	2.2%
u	162	0.6%
H	81	0.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	19887	77.7%
Uppercase Letter	2688	10.5%
Space Separator	2039	8.0%
Other Punctuation	979	3.8%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
R	1060	39.4%
D	979	36.4%
S	568	21.1%
H	81	3.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	5625	28.3%
s	1709	8.6%
a	1628	8.2%
l	1547	7.8%
r	1060	5.3%
c	1060	5.3%
o	1060	5.3%
m	1060	5.3%
n	1060	5.3%
h	979	4.9%
v	979	4.9%
p	979	4.9%
t	979	4.9%
u	162	0.8%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	2039	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
&	979	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	22575	88.2%
Common	3018	11.8%

Most frequent Latin characters

Value	Count	Frequency (%)
e	5625	24.9%
s	1709	7.6%
a	1628	7.2%
l	1547	6.9%
R	1060	4.7%
r	1060	4.7%
c	1060	4.7%
o	1060	4.7%
m	1060	4.7%
n	1060	4.7%
h	979	4.3%
D	979	4.3%
v	979	4.3%
p	979	4.3%
t	979	4.3%
S	568	2.5%
u	162	0.7%
H	81	0.4%

Most frequent Common characters

Value	Count	Frequency (%)
	2039	67.6%
&	979	32.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25593	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	5625	22.0%
	2039	8.0%
s	1709	6.7%
a	1628	6.4%
l	1547	6.0%
R	1060	4.1%
r	1060	4.1%
c	1060	4.1%
o	1060	4.1%
m	1060	4.1%
n	1060	4.1%
h	979	3.8%
&	979	3.8%
D	979	3.8%
v	979	3.8%
p	979	3.8%
t	979	3.8%
S	568	2.2%
u	162	0.6%
H	81	0.3%

DistanceFromHome
Real number (ℝ_≥0)

Distinct count	29
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.735257985257986
Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Memory size	12.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	8
Q3	15
95-th percentile	26
Maximum	29
Range	28
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.306546029
Coefficient of variation (CV)	0.8532435445
Kurtosis	-0.4260285132
Mean	9.735257985
Median Absolute Deviation (MAD)	6
Skewness	0.8685624445
Sum	15849
Variance	68.99870694

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	214	13.1%
2	211	13.0%
9	129	7.9%
10	90	5.5%
3	84	5.2%
7	82	5.0%
4	77	4.7%
5	76	4.7%
8	76	4.7%
6	56	3.4%
24	48	2.9%
29	41	2.5%
16	36	2.2%
25	33	2.0%
11	33	2.0%
12	30	1.8%
18	28	1.7%
15	27	1.7%
14	26	1.6%
20	26	1.6%
21	26	1.6%
22	26	1.6%
26	26	1.6%
28	25	1.5%
13	24	1.5%
Other values (4)	78	4.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	214	13.1%
2	211	13.0%
3	84	5.2%
4	77	4.7%
5	76	4.7%
6	56	3.4%
7	82	5.0%
8	76	4.7%
9	129	7.9%
10	90	5.5%

Value	Count	Frequency (%)
29	41	2.5%
28	25	1.5%
27	13	0.8%
26	26	1.6%
25	33	2.0%
24	48	2.9%
23	22	1.4%
22	26	1.6%
21	26	1.6%
20	26	1.6%

Education
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.8845208845208847
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	12.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.020469638
Coefficient of variation (CV)	0.3537743976
Kurtosis	-0.5845982845
Mean	2.884520885
Median Absolute Deviation (MAD)	1
Skewness	-0.3164886709
Sum	4696
Variance	1.041358283

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	644	39.6%
4	434	26.7%
2	306	18.8%
1	201	12.3%
5	43	2.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	201	12.3%
2	306	18.8%
3	644	39.6%
4	434	26.7%
5	43	2.6%

Value	Count	Frequency (%)
5	43	2.6%
4	434	26.7%
3	644	39.6%
2	306	18.8%
1	201	12.3%

EducationField
Categorical

Distinct count	6
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

Life Sciences	623
Medical	521
Marketing	197
Technical Degree	162
Other	85

Value	Count	Frequency (%)
Life Sciences	623	38.3%
Medical	521	32.0%
Marketing	197	12.1%
Technical Degree	162	10.0%
Other	85	5.2%
Human Resources	40	2.5%

Length

Max length	16
Median length	13
Mean length	10.52579853
Min length	5

Overview of Unicode Properties

Unique unicode characters	26
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	3400	19.8%
c	2131	12.4%
i	2126	12.4%
n	1022	6.0%
a	920	5.4%
	825	4.8%
M	718	4.2%
s	703	4.1%
l	683	4.0%
L	623	3.6%
f	623	3.6%
S	623	3.6%
d	521	3.0%
r	484	2.8%
g	359	2.1%
t	282	1.6%
h	247	1.4%
k	197	1.1%
T	162	0.9%
D	162	0.9%
O	85	0.5%
u	80	0.5%
H	40	0.2%
m	40	0.2%
R	40	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	13858	80.9%
Uppercase Letter	2453	14.3%
Space Separator	825	4.8%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	718	29.3%
L	623	25.4%
S	623	25.4%
T	162	6.6%
D	162	6.6%
O	85	3.5%
H	40	1.6%
R	40	1.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	3400	24.5%
c	2131	15.4%
i	2126	15.3%
n	1022	7.4%
a	920	6.6%
s	703	5.1%
l	683	4.9%
f	623	4.5%
d	521	3.8%
r	484	3.5%
g	359	2.6%
t	282	2.0%
h	247	1.8%
k	197	1.4%
u	80	0.6%
m	40	0.3%
o	40	0.3%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	16311	95.2%
Common	825	4.8%

Most frequent Latin characters

Value	Count	Frequency (%)
e	3400	20.8%
c	2131	13.1%
i	2126	13.0%
n	1022	6.3%
a	920	5.6%
M	718	4.4%
s	703	4.3%
l	683	4.2%
L	623	3.8%
f	623	3.8%
S	623	3.8%
d	521	3.2%
r	484	3.0%
g	359	2.2%
t	282	1.7%
h	247	1.5%
k	197	1.2%
T	162	1.0%
D	162	1.0%
O	85	0.5%
u	80	0.5%
H	40	0.2%
m	40	0.2%
R	40	0.2%
o	40	0.2%

Most frequent Common characters

Value	Count	Frequency (%)
	825	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17136	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	3400	19.8%
c	2131	12.4%
i	2126	12.4%
n	1022	6.0%
a	920	5.4%
	825	4.8%
M	718	4.2%
s	703	4.1%
l	683	4.0%
L	623	3.6%
f	623	3.6%
S	623	3.6%
d	521	3.0%
r	484	2.8%
g	359	2.1%
t	282	1.6%
h	247	1.4%
k	197	1.1%
T	162	0.9%
D	162	0.9%
O	85	0.5%
u	80	0.5%
H	40	0.2%
m	40	0.2%
R	40	0.2%

EmployeeNumber
Real number (ℝ_≥0)

Distinct count	1000
Unique (%)	61.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1000.9858722358722
Minimum	1
Maximum	2068
Zeros	0
Zeros (%)	0.0%
Memory size	12.8 KiB

Quantile statistics

Minimum	1
5-th percentile	90.35
Q1	509.25
median	977
Q3	1494
95-th percentile	1953.95
Maximum	2068
Range	2067
Interquartile range (IQR)	984.75

Descriptive statistics

Standard deviation	585.4176938
Coefficient of variation (CV)	0.5848411152
Kurtosis	-1.136645074
Mean	1000.985872
Median Absolute Deviation (MAD)	491
Skewness	0.08723216791
Sum	1629605
Variance	342713.8763

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	5	0.3%
514	5	0.3%
1486	5	0.3%
478	5	0.3%
485	5	0.3%
1467	5	0.3%
1457	5	0.3%
488	5	0.3%
492	5	0.3%
494	5	0.3%
1439	5	0.3%
510	5	0.3%
1427	5	0.3%
1421	5	0.3%
1420	5	0.3%
1405	5	0.3%
1494	5	0.3%
538	5	0.3%
1379	5	0.3%
555	5	0.3%
1372	5	0.3%
565	5	0.3%
566	5	0.3%
1333	5	0.3%
1331	5	0.3%
Other values (975)	1503	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5	0.3%
2	1	0.1%
4	5	0.3%
5	1	0.1%
8	1	0.1%
10	1	0.1%
11	1	0.1%
12	1	0.1%
13	1	0.1%
14	1	0.1%

Value	Count	Frequency (%)
2068	1	0.1%
2062	1	0.1%
2061	1	0.1%
2060	1	0.1%
2057	1	0.1%
2055	5	0.3%
2054	1	0.1%
2053	1	0.1%
2052	1	0.1%
2051	1	0.1%

EnvironmentSatisfaction
Categorical

Distinct count	4
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

3	480
4	472
1	372
2	304

Value	Count	Frequency (%)
3	480	29.5%
4	472	29.0%
1	372	22.9%
2	304	18.7%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
3	480	29.5%
4	472	29.0%
1	372	22.9%
2	304	18.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1628	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	480	29.5%
4	472	29.0%
1	372	22.9%
2	304	18.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	1628	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	480	29.5%
4	472	29.0%
1	372	22.9%
2	304	18.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1628	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
3	480	29.5%
4	472	29.0%
1	372	22.9%
2	304	18.7%

Gender
Categorical

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

Male	996
Female	632

Value	Count	Frequency (%)
Male	996	61.2%
Female	632	38.8%

Length

Max length	6
Median length	4
Mean length	4.776412776
Min length	4

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	2260	29.1%
a	1628	20.9%
l	1628	20.9%
M	996	12.8%
F	632	8.1%
m	632	8.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	6148	79.1%
Uppercase Letter	1628	20.9%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	996	61.2%
F	632	38.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	2260	36.8%
a	1628	26.5%
l	1628	26.5%
m	632	10.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7776	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
e	2260	29.1%
a	1628	20.9%
l	1628	20.9%
M	996	12.8%
F	632	8.1%
m	632	8.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7776	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	2260	29.1%
a	1628	20.9%
l	1628	20.9%
M	996	12.8%
F	632	8.1%
m	632	8.1%

JobInvolvement
Categorical

Distinct count	4
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

3	925
2	447
4	130
1	126

Value	Count	Frequency (%)
3	925	56.8%
2	447	27.5%
4	130	8.0%
1	126	7.7%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
3	925	56.8%
2	447	27.5%
4	130	8.0%
1	126	7.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1628	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	925	56.8%
2	447	27.5%
4	130	8.0%
1	126	7.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	1628	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	925	56.8%
2	447	27.5%
4	130	8.0%
1	126	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1628	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
3	925	56.8%
2	447	27.5%
4	130	8.0%
1	126	7.7%

JobRole
Categorical

HIGH CORRELATION

Distinct count	9
Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

Sales Executive	365
Research Scientist	341
Laboratory Technician	310
Sales Representative	172
Manufacturing Director	121
Other values (4)	319

Value	Count	Frequency (%)
Sales Executive	365	22.4%
Research Scientist	341	20.9%
Laboratory Technician	310	19.0%
Sales Representative	172	10.6%
Manufacturing Director	121	7.4%
Healthcare Representative	110	6.8%
Manager	90	5.5%
Human Resources	72	4.4%
Research Director	47	2.9%

Length

Max length	25
Median length	18
Mean length	18.11056511
Min length	7

Overview of Unicode Properties

Unique unicode characters	29
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	4444	15.1%
a	2851	9.7%
t	2320	7.9%
i	2238	7.6%
c	2185	7.4%
r	2019	6.8%
s	1692	5.7%
n	1647	5.6%
	1538	5.2%
S	878	3.0%
o	860	2.9%
h	808	2.7%
u	751	2.5%
R	742	2.5%
l	647	2.2%
v	647	2.2%
E	365	1.2%
x	365	1.2%
L	310	1.1%
b	310	1.1%
y	310	1.1%
T	310	1.1%
p	282	1.0%
M	211	0.7%
g	211	0.7%
Other values (4)	543	1.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	24780	84.0%
Uppercase Letter	3166	10.7%
Space Separator	1538	5.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
S	878	27.7%
R	742	23.4%
E	365	11.5%
L	310	9.8%
T	310	9.8%
M	211	6.7%
H	182	5.7%
D	168	5.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	4444	17.9%
a	2851	11.5%
t	2320	9.4%
i	2238	9.0%
c	2185	8.8%
r	2019	8.1%
s	1692	6.8%
n	1647	6.6%
o	860	3.5%
h	808	3.3%
u	751	3.0%
l	647	2.6%
v	647	2.6%
x	365	1.5%
b	310	1.3%
y	310	1.3%
p	282	1.1%
g	211	0.9%
f	121	0.5%
m	72	0.3%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	1538	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	27946	94.8%
Common	1538	5.2%

Most frequent Latin characters

Value	Count	Frequency (%)
e	4444	15.9%
a	2851	10.2%
t	2320	8.3%
i	2238	8.0%
c	2185	7.8%
r	2019	7.2%
s	1692	6.1%
n	1647	5.9%
S	878	3.1%
o	860	3.1%
h	808	2.9%
u	751	2.7%
R	742	2.7%
l	647	2.3%
v	647	2.3%
E	365	1.3%
x	365	1.3%
L	310	1.1%
b	310	1.1%
y	310	1.1%
T	310	1.1%
p	282	1.0%
M	211	0.8%
g	211	0.8%
H	182	0.7%
Other values (3)	361	1.3%

Most frequent Common characters

Value	Count	Frequency (%)
	1538	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29484	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	4444	15.1%
a	2851	9.7%
t	2320	7.9%
i	2238	7.6%
c	2185	7.4%
r	2019	6.8%
s	1692	5.7%
n	1647	5.6%
	1538	5.2%
S	878	3.0%
o	860	2.9%
h	808	2.7%
u	751	2.5%
R	742	2.5%
l	647	2.2%
v	647	2.2%
E	365	1.2%
x	365	1.2%
L	310	1.1%
b	310	1.1%
y	310	1.1%
T	310	1.1%
p	282	1.0%
M	211	0.7%
g	211	0.7%
Other values (4)	543	1.8%

JobSatisfaction
Categorical

Distinct count	4
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

3	529
4	434
1	356
2	309

Value	Count	Frequency (%)
3	529	32.5%
4	434	26.7%
1	356	21.9%
2	309	19.0%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
3	529	32.5%
4	434	26.7%
1	356	21.9%
2	309	19.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1628	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	529	32.5%
4	434	26.7%
1	356	21.9%
2	309	19.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1628	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	529	32.5%
4	434	26.7%
1	356	21.9%
2	309	19.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1628	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
3	529	32.5%
4	434	26.7%
1	356	21.9%
2	309	19.0%

MaritalStatus
Categorical

Distinct count	3
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

Married	681
Single	630
Divorced	317

Value	Count	Frequency (%)
Married	681	41.8%
Single	630	38.7%
Divorced	317	19.5%

Length

Max length	8
Median length	7
Mean length	6.807739558
Min length	6

Overview of Unicode Properties

Unique unicode characters	14
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
r	1679	15.1%
i	1628	14.7%
e	1628	14.7%
d	998	9.0%
M	681	6.1%
a	681	6.1%
S	630	5.7%
n	630	5.7%
g	630	5.7%
l	630	5.7%
D	317	2.9%
v	317	2.9%
o	317	2.9%
c	317	2.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9455	85.3%
Uppercase Letter	1628	14.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	681	41.8%
S	630	38.7%
D	317	19.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
r	1679	17.8%
i	1628	17.2%
e	1628	17.2%
d	998	10.6%
a	681	7.2%
n	630	6.7%
g	630	6.7%
l	630	6.7%
v	317	3.4%
o	317	3.4%
c	317	3.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	11083	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
r	1679	15.1%
i	1628	14.7%
e	1628	14.7%
d	998	9.0%
M	681	6.1%
a	681	6.1%
S	630	5.7%
n	630	5.7%
g	630	5.7%
l	630	5.7%
D	317	2.9%
v	317	2.9%
o	317	2.9%
c	317	2.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11083	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
r	1679	15.1%
i	1628	14.7%
e	1628	14.7%
d	998	9.0%
M	681	6.1%
a	681	6.1%
S	630	5.7%
n	630	5.7%
g	630	5.7%
l	630	5.7%
D	317	2.9%
v	317	2.9%
o	317	2.9%
c	317	2.9%

MonthlyIncome
Real number (ℝ_≥0)

Distinct count	941
Unique (%)	57.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5785.52457002457
Minimum	1009
Maximum	19999
Zeros	0
Zeros (%)	0.0%
Memory size	12.8 KiB

Quantile statistics

Minimum	1009
5-th percentile	2048.9
Q1	2625
median	4304
Q3	7124.25
95-th percentile	16539.7
Maximum	19999
Range	18990
Interquartile range (IQR)	4499.25

Descriptive statistics

Standard deviation	4339.293147
Coefficient of variation (CV)	0.7500258783
Kurtosis	1.863724432
Mean	5785.52457
Median Absolute Deviation (MAD)	1896.5
Skewness	1.561332502
Sum	9418834
Variance	18829465.02

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2404	11	0.7%
5346	10	0.6%
2380	7	0.4%
2342	7	0.4%
2610	7	0.4%
9824	6	0.4%
2564	6	0.4%
2909	6	0.4%
2323	6	0.4%
2886	6	0.4%
3407	6	0.4%
2693	6	0.4%
10096	6	0.4%
2044	6	0.4%
2033	6	0.4%
2741	6	0.4%
2973	6	0.4%
3743	5	0.3%
2340	5	0.3%
1555	5	0.3%
2325	5	0.3%
2657	5	0.3%
4777	5	0.3%
2655	5	0.3%
3102	5	0.3%
Other values (916)	1474	90.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1009	5	0.3%
1051	1	0.1%
1052	1	0.1%
1081	5	0.3%
1118	5	0.3%
1129	1	0.1%
1200	1	0.1%
1223	1	0.1%
1232	1	0.1%
1281	1	0.1%

Value	Count	Frequency (%)
19999	1	0.1%
19973	1	0.1%
19926	1	0.1%
19859	5	0.3%
19847	1	0.1%
19833	1	0.1%
19665	1	0.1%
19658	1	0.1%
19636	1	0.1%
19626	1	0.1%

NumCompaniesWorked
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.7616707616707616
Minimum	0
Maximum	9
Zeros	198
Zeros (%)	12.2%
Memory size	12.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.54999527
Coefficient of variation (CV)	0.92335238
Kurtosis	-0.1540142041
Mean	2.761670762
Median Absolute Deviation (MAD)	1
Skewness	0.9859588452
Sum	4496
Variance	6.502475879

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	607	37.3%
0	198	12.2%
3	154	9.5%
2	152	9.3%
4	146	9.0%
6	98	6.0%
7	90	5.5%
5	70	4.3%
9	67	4.1%
8	46	2.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	198	12.2%
1	607	37.3%
2	152	9.3%
3	154	9.5%
4	146	9.0%
5	70	4.3%
6	98	6.0%
7	90	5.5%
8	46	2.8%
9	67	4.1%

Value	Count	Frequency (%)
9	67	4.1%
8	46	2.8%
7	90	5.5%
6	98	6.0%
5	70	4.3%
4	146	9.0%
3	154	9.5%
2	152	9.3%
1	607	37.3%
0	198	12.2%

OverTime
Boolean

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

No	1000
Yes	628

Frequency Table

Value	Count	Frequency (%)
No	1000	61.4%
Yes	628	38.6%

PercentSalaryHike
Real number (ℝ_≥0)

Distinct count	15
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.207616707616708
Minimum	11
Maximum	25
Zeros	0
Zeros (%)	0.0%
Memory size	12.8 KiB

Quantile statistics

Minimum	11
5-th percentile	11
Q1	12
median	14
Q3	18
95-th percentile	22
Maximum	25
Range	14
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.686703092
Coefficient of variation (CV)	0.2424247772
Kurtosis	-0.2771366513
Mean	15.20761671
Median Absolute Deviation (MAD)	2
Skewness	0.8311232246
Sum	24758
Variance	13.59177969

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
11	243	14.9%
12	222	13.6%
13	219	13.5%
14	199	12.2%
15	128	7.9%
16	103	6.3%
17	100	6.1%
18	93	5.7%
22	68	4.2%
19	68	4.2%
21	56	3.4%
20	50	3.1%
23	32	2.0%
24	29	1.8%
25	18	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11	243	14.9%
12	222	13.6%
13	219	13.5%
14	199	12.2%
15	128	7.9%
16	103	6.3%
17	100	6.1%
18	93	5.7%
19	68	4.2%
20	50	3.1%

Value	Count	Frequency (%)
25	18	1.1%
24	29	1.8%
23	32	2.0%
22	68	4.2%
21	56	3.4%
20	50	3.1%
19	68	4.2%
18	93	5.7%
17	100	6.1%
16	103	6.3%

PerformanceRating
Categorical

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

3	1375
4	253

Value	Count	Frequency (%)
3	1375	84.5%
4	253	15.5%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	2
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
3	1375	84.5%
4	253	15.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1628	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	1375	84.5%
4	253	15.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	1628	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	1375	84.5%
4	253	15.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1628	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
3	1375	84.5%
4	253	15.5%

StockOptionLevel
Categorical

Distinct count	4
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

0	836
1	557
2	135
3	100

Value	Count	Frequency (%)
0	836	51.4%
1	557	34.2%
2	135	8.3%
3	100	6.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	836	51.4%
1	557	34.2%
2	135	8.3%
3	100	6.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1628	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	836	51.4%
1	557	34.2%
2	135	8.3%
3	100	6.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1628	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	836	51.4%
1	557	34.2%
2	135	8.3%
3	100	6.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1628	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	836	51.4%
1	557	34.2%
2	135	8.3%
3	100	6.1%

TotalWorkingYears
Real number (ℝ_≥0)

Distinct count	39
Unique (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.949017199017199
Minimum	0
Maximum	38
Zeros	15
Zeros (%)	0.9%
Memory size	12.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	8
Q3	13
95-th percentile	25
Maximum	38
Range	38
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.482935655
Coefficient of variation (CV)	0.7521281253
Kurtosis	1.147729867
Mean	9.949017199
Median Absolute Deviation (MAD)	4
Skewness	1.169746211
Sum	16197
Variance	55.99432602

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	185	11.4%
1	160	9.8%
6	135	8.3%
8	125	7.7%
7	109	6.7%
5	98	6.0%
9	90	5.5%
4	79	4.9%
2	61	3.7%
3	59	3.6%
12	52	3.2%
15	41	2.5%
17	36	2.2%
18	36	2.2%
11	34	2.1%
14	33	2.0%
20	31	1.9%
19	27	1.7%
16	27	1.7%
21	25	1.5%
22	24	1.5%
13	23	1.4%
24	18	1.1%
0	15	0.9%
26	15	0.9%
Other values (14)	90	5.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15	0.9%
1	160	9.8%
2	61	3.7%
3	59	3.6%
4	79	4.9%
5	98	6.0%
6	135	8.3%
7	109	6.7%
8	125	7.7%
9	90	5.5%

Value	Count	Frequency (%)
38	1	0.1%
37	4	0.2%
36	3	0.2%
35	2	0.1%
34	9	0.6%
33	4	0.2%
32	5	0.3%
31	4	0.2%
30	6	0.4%
29	8	0.5%

TrainingTimesLastYear
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.7524570024570023
Minimum	0
Maximum	6
Zeros	74
Zeros (%)	4.5%
Memory size	12.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.288032994
Coefficient of variation (CV)	0.4679575349
Kurtosis	0.4875250536
Mean	2.752457002
Median Absolute Deviation (MAD)	1
Skewness	0.4665967456
Sum	4481
Variance	1.659028993

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	610	37.5%
3	534	32.8%
4	139	8.5%
5	133	8.2%
1	78	4.8%
0	74	4.5%
6	60	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	74	4.5%
1	78	4.8%
2	610	37.5%
3	534	32.8%
4	139	8.5%
5	133	8.2%
6	60	3.7%

Value	Count	Frequency (%)
6	60	3.7%
5	133	8.2%
4	139	8.5%
3	534	32.8%
2	610	37.5%
1	78	4.8%
0	74	4.5%

YearsAtCompany
Real number (ℝ_≥0)

ZEROS

Distinct count	36
Unique (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.092751842751842
Minimum	0
Maximum	37
Zeros	73
Zeros (%)	4.5%
Memory size	12.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	5
Q3	8
95-th percentile	20
Maximum	37
Range	37
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.921167973
Coefficient of variation (CV)	0.971838034
Kurtosis	4.775165785
Mean	6.092751843
Median Absolute Deviation (MAD)	3
Skewness	1.943081467
Sum	9919
Variance	35.06023016

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	283	17.4%
5	183	11.2%
2	176	10.8%
3	139	8.5%
4	119	7.3%
10	117	7.2%
7	88	5.4%
8	82	5.0%
9	79	4.9%
6	79	4.9%
0	73	4.5%
13	24	1.5%
11	21	1.3%
20	21	1.3%
15	18	1.1%
14	18	1.1%
21	14	0.9%
17	13	0.8%
18	9	0.6%
19	9	0.6%
22	9	0.6%
33	9	0.6%
24	8	0.5%
16	8	0.5%
12	7	0.4%
Other values (11)	22	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	73	4.5%
1	283	17.4%
2	176	10.8%
3	139	8.5%
4	119	7.3%
5	183	11.2%
6	79	4.9%
7	88	5.4%
8	82	5.0%
9	79	4.9%

Value	Count	Frequency (%)
37	1	0.1%
36	2	0.1%
34	1	0.1%
33	9	0.6%
32	1	0.1%
31	2	0.1%
30	1	0.1%
29	1	0.1%
27	2	0.1%
26	4	0.2%

YearsInCurrentRole
Real number (ℝ_≥0)

ZEROS

Distinct count	19
Unique (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.614864864864865
Minimum	0
Maximum	18
Zeros	361
Zeros (%)	22.2%
Memory size	12.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	7
95-th percentile	10
Maximum	18
Range	18
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.481050667
Coefficient of variation (CV)	0.9629822407
Kurtosis	0.9004442433
Mean	3.614864865
Median Absolute Deviation (MAD)	2
Skewness	1.115556872
Sum	5885
Variance	12.11771375

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	437	26.8%
0	361	22.2%
7	219	13.5%
3	143	8.8%
4	109	6.7%
1	84	5.2%
8	76	4.7%
9	57	3.5%
10	26	1.6%
6	25	1.5%
5	25	1.5%
13	17	1.0%
11	16	1.0%
12	9	0.6%
14	9	0.6%
15	5	0.3%
16	5	0.3%
17	3	0.2%
18	2	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	361	22.2%
1	84	5.2%
2	437	26.8%
3	143	8.8%
4	109	6.7%
5	25	1.5%
6	25	1.5%
7	219	13.5%
8	76	4.7%
9	57	3.5%

Value	Count	Frequency (%)
18	2	0.1%
17	3	0.2%
16	5	0.3%
15	5	0.3%
14	9	0.6%
13	17	1.0%
12	9	0.6%
11	16	1.0%
10	26	1.6%
9	57	3.5%

YearsSinceLastPromotion
Real number (ℝ_≥0)

ZEROS

Distinct count	16
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.0491400491400493
Minimum	0
Maximum	15
Zeros	696
Zeros (%)	42.8%
Memory size	12.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	9
Maximum	15
Range	15
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.138286755
Coefficient of variation (CV)	1.53151404
Kurtosis	4.06794973
Mean	2.049140049
Median Absolute Deviation (MAD)	1
Skewness	2.071732248
Sum	3336
Variance	9.848843759

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	696	42.8%
1	363	22.3%
2	200	12.3%
7	98	6.0%
4	56	3.4%
3	43	2.6%
6	39	2.4%
5	32	2.0%
9	21	1.3%
11	19	1.2%
15	13	0.8%
14	11	0.7%
13	11	0.7%
8	11	0.7%
10	9	0.6%
12	6	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	696	42.8%
1	363	22.3%
2	200	12.3%
3	43	2.6%
4	56	3.4%
5	32	2.0%
6	39	2.4%
7	98	6.0%
8	11	0.7%
9	21	1.3%

Value	Count	Frequency (%)
15	13	0.8%
14	11	0.7%
13	11	0.7%
12	6	0.4%
11	19	1.2%
10	9	0.6%
9	21	1.3%
8	11	0.7%
7	98	6.0%
6	39	2.4%

YearsWithCurrManager
Real number (ℝ_≥0)

ZEROS

Distinct count	18
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.5515970515970516
Minimum	0
Maximum	17
Zeros	414
Zeros (%)	25.4%
Memory size	12.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	7
95-th percentile	10
Maximum	17
Range	17
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.494368623
Coefficient of variation (CV)	0.983886565
Kurtosis	0.516470596
Mean	3.551597052
Median Absolute Deviation (MAD)	2
Skewness	1.015048751
Sum	5782
Variance	12.21061208

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	414	25.4%
2	368	22.6%
7	221	13.6%
3	148	9.1%
8	98	6.0%
4	95	5.8%
1	94	5.8%
9	47	2.9%
5	29	1.8%
10	27	1.7%
6	25	1.5%
11	15	0.9%
12	13	0.8%
14	13	0.8%
13	10	0.6%
15	5	0.3%
17	5	0.3%
16	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	414	25.4%
1	94	5.8%
2	368	22.6%
3	148	9.1%
4	95	5.8%
5	29	1.8%
6	25	1.5%
7	221	13.6%
8	98	6.0%
9	47	2.9%

Value	Count	Frequency (%)
17	5	0.3%
16	1	0.1%
15	5	0.3%
14	13	0.8%
13	10	0.6%
12	13	0.8%
11	15	0.9%
10	27	1.7%
9	47	2.9%
8	98	6.0%

CommunicationSkill
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.135749385749386
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	12.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.408770357
Coefficient of variation (CV)	0.4492611442
Kurtosis	-1.291879611
Mean	3.135749386
Median Absolute Deviation (MAD)	1
Skewness	-0.1069868546
Sum	5105
Variance	1.984633919

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	375	23.0%
4	342	21.0%
2	325	20.0%
3	313	19.2%
1	273	16.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	273	16.8%
2	325	20.0%
3	313	19.2%
4	342	21.0%
5	375	23.0%

Value	Count	Frequency (%)
5	375	23.0%
4	342	21.0%
3	313	19.2%
2	325	20.0%
1	273	16.8%

Behaviour
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

1	1628

Frequency Table

Value	Count	Frequency (%)
1	1628	100.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	Id	Age	BusinessTravel	Department	DistanceFromHome	Education	EducationField	EmployeeNumber	EnvironmentSatisfaction	Gender	JobInvolvement	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	NumCompaniesWorked	OverTime	PercentSalaryHike	PerformanceRating	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	CommunicationSkill	Behaviour
0	1	30	Non-Travel	Research & Development	2	3	Medical	571	3	Female	3	Laboratory Technician	4	Single	2564	0	No	14	3	0	12	2	11	7	6	7	4	1
1	2	36	Travel_Rarely	Research & Development	12	4	Life Sciences	1614	3	Female	3	Manufacturing Director	3	Married	4663	9	Yes	12	3	2	7	2	3	2	1	1	2	1
2	3	55	Travel_Rarely	Sales	2	1	Medical	842	3	Male	3	Sales Executive	4	Single	5160	4	No	16	3	0	12	3	9	7	7	3	5	1
3	4	39	Travel_Rarely	Research & Development	24	1	Life Sciences	2014	1	Male	3	Research Scientist	4	Single	4108	7	No	13	3	0	18	2	7	7	1	7	4	1
4	5	37	Travel_Rarely	Research & Development	3	3	Other	689	3	Male	3	Manufacturing Director	3	Married	9434	1	No	15	3	1	10	2	10	7	7	8	1	1
5	6	31	Travel_Rarely	Sales	7	4	Life Sciences	941	2	Male	2	Sales Representative	3	Married	2329	3	No	15	3	0	13	2	7	7	5	2	2	1
6	7	32	Travel_Rarely	Research & Development	1	3	Life Sciences	331	4	Male	2	Laboratory Technician	3	Single	3730	0	Yes	14	3	0	4	2	3	2	1	2	1	1
7	8	33	Travel_Rarely	Research & Development	4	4	Medical	1502	1	Female	2	Laboratory Technician	2	Married	3838	8	No	11	3	0	8	5	5	4	0	2	5	1
8	9	35	Travel_Frequently	Sales	11	2	Marketing	1137	4	Male	3	Sales Executive	4	Divorced	4968	1	No	11	3	1	5	3	5	2	0	2	4	1
9	10	21	Travel_Rarely	Sales	7	1	Marketing	1780	2	Male	3	Sales Representative	2	Single	2679	1	No	13	3	0	1	3	1	0	1	0	5	1

Last rows

	Id	Age	BusinessTravel	Department	DistanceFromHome	Education	EducationField	EmployeeNumber	EnvironmentSatisfaction	Gender	JobInvolvement	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	NumCompaniesWorked	OverTime	PercentSalaryHike	PerformanceRating	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	CommunicationSkill	Behaviour
1618	1619	29	Travel_Rarely	Sales	9	3	Marketing	1752	2	Female	1	Sales Representative	2	Single	2760	1	No	13	3	0	2	3	2	2	2	2	2	1
1619	1620	26	Travel_Rarely	Sales	8	3	Technical Degree	796	4	Male	2	Sales Executive	1	Single	5326	6	No	17	3	0	6	2	4	3	1	2	5	1
1620	1621	33	Travel_Frequently	Research & Development	3	3	Life Sciences	702	1	Male	3	Research Scientist	1	Single	3348	1	Yes	11	3	0	10	3	10	8	9	7	4	1
1621	1622	20	Travel_Rarely	Research & Development	10	1	Medical	701	4	Male	3	Research Scientist	3	Single	1009	1	Yes	11	3	0	1	5	1	0	1	1	4	1
1622	1623	49	Travel_Rarely	Sales	11	3	Marketing	840	3	Female	3	Sales Executive	4	Married	7654	1	No	18	3	2	9	3	9	8	7	7	2	1
1623	1624	42	Travel_Frequently	Research & Development	19	3	Medical	752	3	Male	4	Research Scientist	3	Divorced	2759	6	Yes	12	3	0	7	2	2	2	2	2	3	1
1624	1625	55	Travel_Rarely	Sales	2	1	Medical	842	3	Male	3	Sales Executive	4	Single	5160	4	No	16	3	0	12	3	9	7	7	3	5	1
1625	1626	25	Travel_Rarely	Sales	9	2	Life Sciences	1439	1	Male	2	Sales Representative	1	Married	4400	3	No	12	3	0	6	2	3	2	2	2	5	1
1626	1627	29	Travel_Rarely	Human Resources	13	3	Human Resources	1844	1	Male	2	Human Resources	1	Divorced	2335	4	Yes	15	3	3	4	3	2	2	2	0	5	1
1627	1628	29	Travel_Rarely	Research & Development	18	1	Medical	315	3	Male	2	Research Scientist	4	Single	2389	1	Yes	13	3	0	4	3	4	3	0	1	2	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Dash Punctuation characters

Most frequent Connector Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks